Pseudo-Zernike Moments Based Sparse Representations for SAR Image Classification

被引：24

作者：

Gishkori, Shahzad ^{[1
]}

Mulgrew, Bernard ^{[1
]}

机构：

[1] Univ Edinburgh, Sch Engn, Inst Digital Commun, Edinburgh EH9 3JL, Midlothian, Scotland

来源：

IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS | 2019年 / 55卷 / 02期

基金：

英国工程与自然科学研究理事会;

关键词：

FACE RECOGNITION; ALGORITHM;

D O I：

10.1109/TAES.2018.2856321

中图分类号：

V [航空、航天];

学科分类号：

08 ; 0825 ;

摘要：

We propose radar image classification via pseudo-Zernike moments based sparse representations. We exploit invariance properties of pseudo-Zernike moments to augment redundancy in the sparsity representative dictionary by introducing auxiliary atoms. We employ complex radar signatures. We prove the validity of our proposed methods on the publicly available moving and stationary target acquisition and recognition dataset.

引用

页码：1037 / 1044

页数：8

共 29 条

[1] K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation [J].

Aharon, Michal ;

Elad, Michael ;

Bruckstein, Alfred .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (11) :4311-4322

[2]

[Anonymous], 2010, Classification and clustering via dictionary learning with structured incoherence and shared features, DOI [10.1109/CVPR.2010.5539964, DOI 10.1109/CVPR.2010.5539964]

[3] Iterative hard thresholding for compressed sensing [J].

Blumensath, Thomas ;

Davies, Mike E. .

APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2009, 27 (03) :265-274

[4]

Carrara W. G., 1995, Spotlight Synthetic Aperture Radar Signal Processing Algorithms

[5] Atomic decomposition by basis pursuit [J].

Chen, SSB ;

Donoho, DL ;

Saunders, MA .

SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1998, 20 (01) :33-61

[6] A Novel Algorithm for Radar Classification Based on Doppler Characteristics Exploiting Orthogonal Pseudo-Zernike Polynomials [J].

Clemente, Carmine ;

Pallotta, Luca ;

De Maio, Antonio ;

Soraghan, John J. ;

Farina, Alfonso .

IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2015, 51 (01) :417-430

[7] Pseudo-Zernike-based multi-pass automatic target recognition from multi-channel synthetic aperture radar [J].

Clemente, Carmine ;

Pallotta, Luca ;

Proudler, Ian ;

De Maio, Antonio ;

Soraghan, John J. ;

Farina, Alfonso .

IET RADAR SONAR AND NAVIGATION, 2015, 9 (04) :457-466

[8] Automatic Target Recognition in Synthetic Aperture Radar Imagery: A State-of-the-Art Review [J].

El-Darymli, Khalid ;

Gill, Eric W. ;

McGuire, Peter ;

Power, Desmond ;

Moloney, Cecilia .

IEEE ACCESS, 2016, 4 :6014-6058

[9] Semi-Supervised Sparse Representation Based Classification for Face Recognition With Insufficient Labeled Samples [J].

Gao, Yuan ;

Ma, Jiayi ;

Yuille, Alan L. .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 26 (05) :2545-2560

[10] VISUAL-PATTERN RECOGNITION BY MOMENT INVARIANTS [J].

HU, M .

IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (02) :179-&

← 1 2 3 →